Calculations and charts - Italian provinces (by region) - COVID-19 Epidemic
Marcelo Eduardo Redoschi
Sun 26 Apr 2020 20:52:41 CEST
Based on the Protezione Civile Dataset and adjusted for the ISTAT (National Statistics Institute) regional and provincial nomenclature
Source: dpc-covid19-ita-province.csv, own calculations
Province trends observed on 2020-04-26
## daily_growth per_capita trend total_cases
## Min. :0.0000 Min. : 0.260 Min. :-4.0500 Min. : 54.0
## 1st Qu.:0.2600 1st Qu.: 0.900 1st Qu.:-0.4800 1st Qu.: 398.5
## Median :0.7200 Median : 2.060 Median :-0.0300 Median : 945.0
## Mean :0.9983 Mean : 3.305 Mean :-0.1895 Mean : 1820.3
## 3rd Qu.:1.3400 3rd Qu.: 5.075 3rd Qu.: 0.2400 3rd Qu.: 2409.5
## Max. :4.9800 Max. :16.620 Max. : 2.6600 Max. :18371.0With an augmenting rate of increase in the number of cases
## province total_cases daily_growth trend per_capita
## 1 Siracusa 211 4.98 2.66 0.53
## 2 Oristano 54 3.85 2.58 0.34
## 3 Genova 4293 3.77 1.65 5.10
## 4 Isernia 55 3.77 1.22 0.65
## 5 Potenza 178 1.71 0.76 0.49
## 6 Varese 2467 2.49 0.72 2.77
## 7 Frosinone 554 1.28 0.67 1.13
## 8 Pordenone 621 1.31 0.54 1.99
## 9 Livorno 508 1.40 0.53 1.52
## 10 Milano 18371 2.59 0.52 5.65
## 11 Latina 474 1.94 0.49 0.82
## 12 Trapani 136 0.74 0.49 0.32
## 13 Ascoli Piceno 279 1.09 0.48 1.35
## 14 Parma 3073 1.29 0.47 6.80
## 15 L'Aquila 241 0.42 0.42 0.81
## 16 Lecce 475 1.06 0.42 0.60
## 17 Forlì-Cesena 1524 1.60 0.41 3.86
## 18 Prato 513 2.19 0.37 1.99
## 19 Salerno 651 0.93 0.36 0.59
## 20 Catanzaro 202 0.50 0.33 0.56
## 21 Vercelli 1090 1.40 0.33 6.38
## 22 Avellino 440 0.92 0.30 1.05
## 23 Brindisi 552 1.85 0.29 1.40
## 24 Firenze 3003 2.70 0.28 2.97
## 25 Palermo 456 2.01 0.27 0.36
## 26 Taranto 255 0.79 0.26 0.44
## 27 Siena 420 0.72 0.24 1.57
## 28 Valle d'Aosta / Vallée d'Aoste 1106 0.55 0.24 8.80
## 29 Lecco 2177 0.93 0.23 6.45
## 30 Chieti 723 2.41 0.19 1.88
## 31 Matera 188 1.08 0.17 0.95
## 32 Monza e della Brianza 4477 1.36 0.14 5.12
## 33 Lucca 1256 0.96 0.13 3.24
## 34 Ferrara 901 1.81 0.12 2.61
## 35 Teramo 635 0.32 0.11 2.06
## 36 Cremona 5966 1.02 0.11 16.62
## 37 Napoli 2375 0.93 0.09 0.77
## 38 Bergamo 11113 0.60 0.09 9.97
## 39 Biella 945 3.28 0.09 5.38
## 40 Roma 4501 1.51 0.08 1.04
## 41 Asti 1428 3.78 0.04 6.65
## 42 Arezzo 617 1.15 0.04 1.80
## 43 Pistoia 615 1.32 0.04 2.10## daily_growth per_capita trend total_cases
## Min. :0.320 Min. : 0.320 Min. :0.0400 Min. : 54
## 1st Qu.:0.930 1st Qu.: 0.790 1st Qu.:0.1350 1st Qu.: 430
## Median :1.320 Median : 1.800 Median :0.3000 Median : 621
## Mean :1.682 Mean : 2.965 Mean :0.4644 Mean : 1863
## 3rd Qu.:2.100 3rd Qu.: 4.480 3rd Qu.:0.4900 3rd Qu.: 1850
## Max. :4.980 Max. :16.620 Max. :2.6600 Max. :18371With a steady or declining rate of increase
## province total_cases daily_growth trend per_capita
## 1 Crotone 117 0.00 0.00 0.67
## 2 Modena 3562 0.68 0.00 5.05
## 3 Piacenza 3751 1.52 0.00 13.06
## 4 Cagliari 231 0.43 0.00 0.54
## 5 Agrigento 132 0.00 0.00 0.30
## 6 Perugia 987 0.20 0.00 1.50
## 7 Terni 334 0.00 0.00 1.48
## 8 Sassari 828 0.73 -0.01 1.68
## 9 Trento 3894 1.46 -0.01 7.20
## 10 Padova 3818 0.42 -0.01 4.07
## 11 Fermo 423 1.68 -0.03 2.43
## 12 Pesaro e Urbino 2428 0.71 -0.05 6.77
## 13 Pescara 1260 0.56 -0.08 3.95
## 14 Macerata 998 1.32 -0.12 3.18
## 15 Reggio di Calabria 249 0.00 -0.13 0.45
## 16 Ancona 1796 0.39 -0.13 3.81
## 17 Udine 938 0.11 -0.14 1.77
## 18 Reggio nell'Emilia 4577 0.55 -0.15 8.61
## 19 Mantova 3105 0.75 -0.16 7.53
## 20 Pisa 836 0.36 -0.16 2.00
## 21 Bologna 4156 1.32 -0.21 4.10
## 22 Foggia 986 0.82 -0.22 1.58
## 23 Como 3025 2.82 -0.23 5.05
## 24 Treviso 2453 0.57 -0.23 2.76
## 25 La Spezia 815 0.25 -0.25 3.71
## 26 Barletta-Andria-Trani 366 0.27 -0.28 0.94
## 27 Imperia 1245 0.97 -0.29 5.82
## 28 Lodi 2926 0.79 -0.29 12.71
## 29 Rimini 1937 0.16 -0.30 5.71
## 30 Bari 1282 0.63 -0.30 1.02
## 31 Campobasso 223 0.90 -0.32 1.01
## 32 Messina 533 0.57 -0.33 0.85
## 33 Venezia 2347 0.21 -0.35 2.75
## 34 Sud Sardegna 91 0.00 -0.37 0.26
## 35 Bolzano / Bozen 2481 0.20 -0.42 4.67
## 36 Ravenna 969 0.00 -0.45 2.49
## 37 Vibo Valentia 72 0.00 -0.47 0.45
## 38 Trieste 1181 0.34 -0.49 5.04
## 39 Massa-Carrara 979 0.20 -0.49 5.02
## 40 Brescia 12564 0.19 -0.50 9.92
## 41 Grosseto 400 0.00 -0.51 1.80
## 42 Viterbo 378 0.53 -0.55 1.19
## 43 Torino 12199 2.20 -0.56 5.40
## 44 Vicenza 2554 0.71 -0.63 2.96
## 45 Caserta 415 0.24 -0.66 0.45
## 46 Caltanissetta 148 0.00 -0.68 0.56
## 47 Catania 953 1.06 -0.68 0.86
## 48 Verbano-Cusio-Ossola 992 0.30 -0.73 6.26
## 49 Novara 2209 0.27 -0.74 5.99
## 50 Nuoro 76 0.00 -0.89 0.36
## 51 Rovigo 417 0.24 -0.90 1.77
## 52 Enna 397 0.00 -0.94 2.41
## 53 Benevento 177 0.00 -1.16 0.64
## 54 Pavia 4044 0.20 -1.24 7.41
## 55 Cosenza 447 0.00 -1.30 0.63
## 56 Alessandria 3188 0.25 -1.41 7.57
## 57 Gorizia 175 0.57 -1.61 1.26
## 58 Verona 4492 0.42 -1.66 4.85
## 59 Belluno 1050 0.29 -1.80 5.17
## 60 Cuneo 2391 0.50 -2.14 4.07
## 61 Sondrio 1132 0.18 -2.17 6.25
## 62 Rieti 313 0.00 -2.46 2.01
## 63 Savona 1123 1.17 -2.81 4.07
## 64 Ragusa 89 2.30 -4.05 0.28## daily_growth per_capita trend total_cases
## Min. :0.0000 Min. : 0.260 Min. :-4.0500 Min. : 72.0
## 1st Qu.:0.1750 1st Qu.: 1.018 1st Qu.:-0.7325 1st Qu.: 392.2
## Median :0.3500 Median : 2.755 Median :-0.3400 Median : 989.5
## Mean :0.5392 Mean : 3.533 Mean :-0.6289 Mean : 1791.5
## 3rd Qu.:0.7150 3rd Qu.: 5.080 3rd Qu.:-0.1375 3rd Qu.: 2460.0
## Max. :2.8200 Max. :13.060 Max. : 0.0000 Max. :12564.0Trend is an approximation = (current_rate-cubic_rate)x100
Provinces per capita (expressed as per thousand people) ‰ rate.
## province total_cases per_capita pos
## Cremona 5966 16.62 1
## Piacenza 3751 13.06 2
## Lodi 2926 12.71 3
## Bergamo 11113 9.97 4
## Brescia 12564 9.92 5
## Valle d'Aosta / Vallée d'Aoste 1106 8.80 6
## Reggio nell'Emilia 4577 8.61 7
## Alessandria 3188 7.57 8
## Mantova 3105 7.53 9
## Pavia 4044 7.41 10
## Trento 3894 7.20 11
## Parma 3073 6.80 12
## Pesaro e Urbino 2428 6.77 13
## Asti 1428 6.65 14
## Lecco 2177 6.45 15
## Vercelli 1090 6.38 16
## Verbano-Cusio-Ossola 992 6.26 17
## Sondrio 1132 6.25 18
## Novara 2209 5.99 19
## Imperia 1245 5.82 20
## Rimini 1937 5.71 21
## Milano 18371 5.65 22
## Torino 12199 5.40 23
## Biella 945 5.38 24
## Belluno 1050 5.17 25
## Monza e della Brianza 4477 5.12 26
## Genova 4293 5.10 27
## Modena 3562 5.05 28
## Como 3025 5.05 29
## Trieste 1181 5.04 30
## Massa-Carrara 979 5.02 31
## Verona 4492 4.85 32
## Bolzano / Bozen 2481 4.67 33
## Bologna 4156 4.10 34
## Cuneo 2391 4.07 35
## Padova 3818 4.07 36
## Savona 1123 4.07 37
## Pescara 1260 3.95 38
## Forlì-Cesena 1524 3.86 39
## Ancona 1796 3.81 40
## La Spezia 815 3.71 41
## Lucca 1256 3.24 42
## Macerata 998 3.18 43
## Firenze 3003 2.97 44
## Vicenza 2554 2.96 45
## Varese 2467 2.77 46
## Treviso 2453 2.76 47
## Venezia 2347 2.75 48
## Ferrara 901 2.61 49
## Ravenna 969 2.49 50
## Fermo 423 2.43 51
## Enna 397 2.41 52
## Pistoia 615 2.10 53
## Teramo 635 2.06 54
## Rieti 313 2.01 55
## Pisa 836 2.00 56
## Prato 513 1.99 57
## Pordenone 621 1.99 58
## Chieti 723 1.88 59
## Grosseto 400 1.80 60
## Arezzo 617 1.80 61
## Rovigo 417 1.77 62
## Udine 938 1.77 63
## Sassari 828 1.68 64
## Foggia 986 1.58 65
## Siena 420 1.57 66
## Livorno 508 1.52 67
## Perugia 987 1.50 68
## Terni 334 1.48 69
## Brindisi 552 1.40 70
## Ascoli Piceno 279 1.35 71
## Gorizia 175 1.26 72
## Viterbo 378 1.19 73
## Frosinone 554 1.13 74
## Avellino 440 1.05 75
## Roma 4501 1.04 76
## Bari 1282 1.02 77
## Campobasso 223 1.01 78
## Matera 188 0.95 79
## Barletta-Andria-Trani 366 0.94 80
## Catania 953 0.86 81
## Messina 533 0.85 82
## Latina 474 0.82 83
## L'Aquila 241 0.81 84
## Napoli 2375 0.77 85
## Crotone 117 0.67 86
## Isernia 55 0.65 87
## Benevento 177 0.64 88
## Cosenza 447 0.63 89
## Lecce 475 0.60 90
## Salerno 651 0.59 91
## Caltanissetta 148 0.56 92
## Catanzaro 202 0.56 93
## Cagliari 231 0.54 94
## Siracusa 211 0.53 95
## Potenza 178 0.49 96
## Reggio di Calabria 249 0.45 97
## Vibo Valentia 72 0.45 98
## Caserta 415 0.45 99
## Taranto 255 0.44 100
## Nuoro 76 0.36 101
## Palermo 456 0.36 102
## Oristano 54 0.34 103
## Trapani 136 0.32 104
## Agrigento 132 0.30 105
## Ragusa 89 0.28 106
## Sud Sardegna 91 0.26 107Graphs - Total case progression - Provinces by region (for the most recent days observed)
## [1] "2020-04-26"
## province total_cases daily_growth three_day_rate per_capita
## Chieti 723 2.41 2.22 1.88
## L'Aquila 241 0.42 0.00 0.81
## Pescara 1260 0.56 0.64 3.95
## Teramo 635 0.32 0.21 2.06
## daily_growth three_day_rate total_cases per_capita
## Min. :0.3160 Min. :0.0000 Min. : 241.0 Min. :0.8059
## 1st Qu.:0.3915 1st Qu.:0.1581 1st Qu.: 536.5 1st Qu.:1.6078
## Median :0.4877 Median :0.4270 Median : 679.0 Median :1.9682
## Mean :0.9248 Mean :0.7674 Mean : 714.8 Mean :2.1733
## 3rd Qu.:1.0210 3rd Qu.:1.0362 3rd Qu.: 857.2 3rd Qu.:2.5337
## Max. :2.4079 Max. :2.2154 Max. :1260.0 Max. :3.9510
## [1] "2020-04-26"
## province total_cases daily_growth three_day_rate per_capita
## Matera 188 1.08 0.90 0.95
## Potenza 178 1.71 0.95 0.49
## daily_growth three_day_rate total_cases per_capita
## Min. :1.075 Min. :0.9026 Min. :178.0 Min. :0.4877
## 1st Qu.:1.235 1st Qu.:0.9155 1st Qu.:180.5 1st Qu.:0.6033
## Median :1.395 Median :0.9284 Median :183.0 Median :0.7188
## Mean :1.395 Mean :0.9284 Mean :183.0 Mean :0.7188
## 3rd Qu.:1.555 3rd Qu.:0.9413 3rd Qu.:185.5 3rd Qu.:0.8344
## Max. :1.714 Max. :0.9543 Max. :188.0 Max. :0.9499
## [1] "2020-04-26"
## province total_cases daily_growth three_day_rate per_capita
## Catanzaro 202 0.5 0.17 0.56
## Cosenza 447 0.0 1.30 0.63
## Crotone 117 0.0 0.00 0.67
## Reggio di Calabria 249 0.0 0.13 0.45
## Vibo Valentia 72 0.0 0.47 0.45
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.0000 Min. : 72.0 Min. :0.4498
## 1st Qu.:0.0000 1st Qu.:0.1342 1st Qu.:117.0 1st Qu.:0.4544
## Median :0.0000 Median :0.1656 Median :202.0 Median :0.5637
## Mean :0.0995 Mean :0.4136 Mean :217.4 Mean :0.5540
## 3rd Qu.:0.0000 3rd Qu.:0.4673 3rd Qu.:249.0 3rd Qu.:0.6334
## Max. :0.4975 Max. :1.3008 Max. :447.0 Max. :0.6686
## [1] "2020-04-26"
## province total_cases daily_growth three_day_rate per_capita
## Avellino 440 0.92 0.61 1.05
## Benevento 177 0.00 1.16 0.64
## Caserta 415 0.24 0.90 0.45
## Napoli 2375 0.93 0.84 0.77
## Salerno 651 0.93 0.57 0.59
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.5697 Min. : 177.0 Min. :0.4496
## 1st Qu.:0.2415 1st Qu.:0.6135 1st Qu.: 415.0 1st Qu.:0.5926
## Median :0.9174 Median :0.8421 Median : 440.0 Median :0.6389
## Mean :0.6048 Mean :0.8162 Mean : 811.6 Mean :0.7006
## 3rd Qu.:0.9302 3rd Qu.:0.8995 3rd Qu.: 651.0 3rd Qu.:0.7699
## Max. :0.9350 Max. :1.1562 Max. :2375.0 Max. :1.0519
## [1] "2020-04-26"
## province total_cases daily_growth three_day_rate per_capita
## Bologna 4156 1.32 1.53 4.10
## Ferrara 901 1.81 1.68 2.61
## Forlì-Cesena 1524 1.60 1.19 3.86
## Modena 3562 0.68 0.68 5.05
## Parma 3073 1.29 0.82 6.80
## Piacenza 3751 1.52 1.51 13.06
## Ravenna 969 0.00 0.45 2.49
## Reggio nell'Emilia 4577 0.55 0.70 8.61
## Rimini 1937 0.16 0.45 5.71
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.4512 Min. : 901 Min. : 2.488
## 1st Qu.:0.5492 1st Qu.:0.6830 1st Qu.:1524 1st Qu.: 3.862
## Median :1.2854 Median :0.8158 Median :3073 Median : 5.050
## Mean :0.9898 Mean :1.0015 Mean :2717 Mean : 5.810
## 3rd Qu.:1.5156 3rd Qu.:1.5108 3rd Qu.:3751 3rd Qu.: 6.804
## Max. :1.8079 Max. :1.6829 Max. :4577 Max. :13.063
## [1] "2020-04-26"
## province total_cases daily_growth three_day_rate per_capita
## Gorizia 175 0.57 2.19 1.26
## Pordenone 621 1.31 0.76 1.99
## Trieste 1181 0.34 0.83 5.04
## Udine 938 0.11 0.25 1.77
## daily_growth three_day_rate total_cases per_capita
## Min. :0.1067 Min. :0.2500 Min. : 175.0 Min. :1.255
## 1st Qu.:0.2816 1st Qu.:0.6347 1st Qu.: 509.5 1st Qu.:1.644
## Median :0.4573 Median :0.7976 Median : 779.5 Median :1.880
## Mean :0.5816 Mean :1.0082 Mean : 728.8 Mean :2.513
## 3rd Qu.:0.7573 3rd Qu.:1.1710 3rd Qu.: 998.8 3rd Qu.:2.749
## Max. :1.3051 Max. :2.1876 Max. :1181.0 Max. :5.036
## [1] "2020-04-26"
## province total_cases daily_growth three_day_rate per_capita
## Frosinone 554 1.28 0.61 1.13
## Latina 474 1.94 1.45 0.82
## Rieti 313 0.00 2.46 2.01
## Roma 4501 1.51 1.43 1.04
## Viterbo 378 0.53 1.08 1.19
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.609 Min. : 313 Min. :0.824
## 1st Qu.:0.5319 1st Qu.:1.081 1st Qu.: 378 1st Qu.:1.037
## Median :1.2797 Median :1.432 Median : 474 Median :1.133
## Mean :1.0516 Mean :1.406 Mean :1244 Mean :1.240
## 3rd Qu.:1.5111 3rd Qu.:1.447 3rd Qu.: 554 3rd Qu.:1.192
## Max. :1.9355 Max. :2.459 Max. :4501 Max. :2.013
## [1] "2020-04-26"
## province total_cases daily_growth three_day_rate per_capita
## Genova 4293 3.77 2.12 5.10
## Imperia 1245 0.97 1.26 5.82
## La Spezia 815 0.25 0.50 3.71
## Savona 1123 1.17 3.98 4.07
## daily_growth three_day_rate total_cases per_capita
## Min. :0.2460 Min. :0.4957 Min. : 815 Min. :3.712
## 1st Qu.:0.7914 1st Qu.:1.0710 1st Qu.:1046 1st Qu.:3.979
## Median :1.0722 Median :1.6920 Median :1184 Median :4.586
## Mean :1.5403 Mean :1.9642 Mean :1869 Mean :4.676
## 3rd Qu.:1.8211 3rd Qu.:2.5852 3rd Qu.:2007 3rd Qu.:5.283
## Max. :3.7708 Max. :3.9772 Max. :4293 Max. :5.822
## [1] "2020-04-26"
## province total_cases daily_growth three_day_rate per_capita
## Bergamo 11113 0.60 0.51 9.97
## Brescia 12564 0.19 0.69 9.92
## Como 3025 2.82 3.05 5.05
## Cremona 5966 1.02 0.90 16.62
## Lecco 2177 0.93 0.70 6.45
## Lodi 2926 0.79 1.08 12.71
## Mantova 3105 0.75 0.91 7.53
## Milano 18371 2.59 2.07 5.65
## Monza e della Brianza 4477 1.36 1.22 5.12
## Pavia 4044 0.20 1.44 7.41
## Sondrio 1132 0.18 2.34 6.25
## Varese 2467 2.49 1.78 2.77
## daily_growth three_day_rate total_cases per_capita
## Min. :0.1770 Min. :0.506 Min. : 1132 Min. : 2.770
## 1st Qu.:0.4976 1st Qu.:0.853 1st Qu.: 2811 1st Qu.: 5.520
## Median :0.8597 Median :1.151 Median : 3574 Median : 6.930
## Mean :1.1586 Mean :1.391 Mean : 5947 Mean : 7.955
## 3rd Qu.:1.6420 3rd Qu.:1.850 3rd Qu.: 7253 3rd Qu.: 9.936
## Max. :2.8212 Max. :3.053 Max. :18371 Max. :16.620
## [1] "2020-04-26"
## province total_cases daily_growth three_day_rate per_capita
## Ancona 1796 0.39 0.53 3.81
## Ascoli Piceno 279 1.09 0.60 1.35
## Fermo 423 1.68 1.71 2.43
## Macerata 998 1.32 1.44 3.18
## Pesaro e Urbino 2428 0.71 0.75 6.77
## daily_growth three_day_rate total_cases per_capita
## Min. :0.3913 Min. :0.5251 Min. : 279 Min. :1.347
## 1st Qu.:0.7051 1st Qu.:0.6046 1st Qu.: 423 1st Qu.:2.434
## Median :1.0870 Median :0.7525 Median : 998 Median :3.177
## Mean :1.0372 Mean :1.0075 Mean :1185 Mean :3.507
## 3rd Qu.:1.3198 3rd Qu.:1.4435 3rd Qu.:1796 3rd Qu.:3.811
## Max. :1.6827 Max. :1.7118 Max. :2428 Max. :6.765
## [1] "2020-04-26"
## province total_cases daily_growth three_day_rate per_capita
## Campobasso 223 0.90 1.23 1.01
## Isernia 55 3.77 2.55 0.65
## daily_growth three_day_rate total_cases per_capita
## Min. :0.905 Min. :1.225 Min. : 55 Min. :0.6518
## 1st Qu.:1.622 1st Qu.:1.556 1st Qu.: 97 1st Qu.:0.7409
## Median :2.339 Median :1.887 Median :139 Median :0.8299
## Mean :2.339 Mean :1.887 Mean :139 Mean :0.8299
## 3rd Qu.:3.056 3rd Qu.:2.218 3rd Qu.:181 3rd Qu.:0.9189
## Max. :3.774 Max. :2.549 Max. :223 Max. :1.0080
## [1] "2020-04-26"
## province total_cases daily_growth three_day_rate per_capita
## Alessandria 3188 0.25 1.66 7.57
## Asti 1428 3.78 3.74 6.65
## Biella 945 3.28 3.19 5.38
## Cuneo 2391 0.50 2.64 4.07
## Novara 2209 0.27 1.02 5.99
## Torino 12199 2.20 2.76 5.40
## Verbano-Cusio-Ossola 992 0.30 1.03 6.26
## Vercelli 1090 1.40 1.06 6.38
## daily_growth three_day_rate total_cases per_capita
## Min. :0.2516 Min. :1.016 Min. : 945 Min. :4.073
## 1st Qu.:0.2956 1st Qu.:1.054 1st Qu.: 1066 1st Qu.:5.395
## Median :0.9499 Median :2.154 Median : 1818 Median :6.125
## Mean :1.4985 Mean :2.139 Mean : 3055 Mean :5.963
## 3rd Qu.:2.4722 3rd Qu.:2.871 3rd Qu.: 2590 3rd Qu.:6.446
## Max. :3.7791 Max. :3.742 Max. :12199 Max. :7.567
## [1] "2020-04-26"
## province total_cases daily_growth three_day_rate per_capita
## Bari 1282 0.63 0.93 1.02
## Barletta-Andria-Trani 366 0.27 0.55 0.94
## Brindisi 552 1.85 1.56 1.40
## Foggia 986 0.82 1.04 1.58
## Lecce 475 1.06 0.64 0.60
## Taranto 255 0.79 0.53 0.44
## daily_growth three_day_rate total_cases per_capita
## Min. :0.2740 Min. :0.5284 Min. : 255.0 Min. :0.4421
## 1st Qu.:0.6686 1st Qu.:0.5743 1st Qu.: 393.2 1st Qu.:0.6826
## Median :0.8043 Median :0.7833 Median : 513.5 Median :0.9812
## Mean :0.9032 Mean :0.8733 Mean : 652.7 Mean :0.9986
## 3rd Qu.:1.0024 3rd Qu.:1.0082 3rd Qu.: 877.5 3rd Qu.:1.3095
## Max. :1.8450 Max. :1.5569 Max. :1282.0 Max. :1.5847
## [1] "2020-04-26"
## province total_cases daily_growth three_day_rate per_capita
## Cagliari 231 0.43 0.44 0.54
## Nuoro 76 0.00 0.89 0.36
## Oristano 54 3.85 1.27 0.34
## Sassari 828 0.73 0.74 1.68
## Sud Sardegna 91 0.00 0.37 0.26
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.3690 Min. : 54 Min. :0.2595
## 1st Qu.:0.0000 1st Qu.:0.4367 1st Qu.: 76 1st Qu.:0.3424
## Median :0.4348 Median :0.7353 Median : 91 Median :0.3644
## Mean :1.0022 Mean :0.7400 Mean :256 Mean :0.6373
## 3rd Qu.:0.7299 3rd Qu.:0.8929 3rd Qu.:231 3rd Qu.:0.5359
## Max. :3.8462 Max. :1.2660 Max. :828 Max. :1.6844
## [1] "2020-04-26"
## province total_cases daily_growth three_day_rate per_capita
## Agrigento 132 0.00 0.00 0.30
## Caltanissetta 148 0.00 0.68 0.56
## Catania 953 1.06 1.74 0.86
## Enna 397 0.00 0.94 2.41
## Messina 533 0.57 0.89 0.85
## Palermo 456 2.01 1.74 0.36
## Ragusa 89 2.30 6.35 0.28
## Siracusa 211 4.98 2.31 0.53
## Trapani 136 0.74 0.25 0.32
## daily_growth three_day_rate total_cases per_capita
## Min. :0.0000 Min. :0.000 Min. : 89.0 Min. :0.2774
## 1st Qu.:0.0000 1st Qu.:0.685 1st Qu.:136.0 1st Qu.:0.3159
## Median :0.7407 Median :0.941 Median :211.0 Median :0.5285
## Mean :1.2950 Mean :1.656 Mean :339.4 Mean :0.7192
## 3rd Qu.:2.0134 3rd Qu.:1.740 3rd Qu.:456.0 3rd Qu.:0.8502
## Max. :4.9751 Max. :6.346 Max. :953.0 Max. :2.4092
## [1] "2020-04-26"
## province total_cases daily_growth three_day_rate per_capita
## Arezzo 617 1.15 1.10 1.80
## Firenze 3003 2.70 2.42 2.97
## Grosseto 400 0.00 0.51 1.80
## Livorno 508 1.40 0.87 1.52
## Lucca 1256 0.96 0.84 3.24
## Massa-Carrara 979 0.20 0.69 5.02
## Pisa 836 0.36 0.52 2.00
## Pistoia 615 1.32 1.28 2.10
## Prato 513 2.19 1.82 1.99
## Siena 420 0.72 0.48 1.57
## daily_growth three_day_rate total_cases per_capita
## Min. :0.000 Min. :0.4808 Min. : 400.0 Min. :1.517
## 1st Qu.:0.450 1st Qu.:0.5654 1st Qu.: 509.2 1st Qu.:1.802
## Median :1.056 Median :0.8522 Median : 616.0 Median :1.993
## Mean :1.100 Mean :1.0528 Mean : 914.7 Mean :2.401
## 3rd Qu.:1.377 3rd Qu.:1.2351 3rd Qu.: 943.2 3rd Qu.:2.753
## Max. :2.702 Max. :2.4215 Max. :3003.0 Max. :5.024
## [1] "2020-04-26"
## province total_cases daily_growth three_day_rate per_capita
## Bolzano / Bozen 2481 0.20 0.63 4.67
## Trento 3894 1.46 1.47 7.20
## daily_growth three_day_rate total_cases per_capita
## Min. :0.2019 Min. :0.6258 Min. :2481 Min. :4.671
## 1st Qu.:0.5162 1st Qu.:0.8373 1st Qu.:2834 1st Qu.:5.302
## Median :0.8305 Median :1.0488 Median :3188 Median :5.934
## Mean :0.8305 Mean :1.0488 Mean :3188 Mean :5.934
## 3rd Qu.:1.1448 3rd Qu.:1.2603 3rd Qu.:3541 3rd Qu.:6.565
## Max. :1.4591 Max. :1.4718 Max. :3894 Max. :7.196
## [1] "2020-04-26"
## province total_cases daily_growth three_day_rate per_capita
## Perugia 987 0.2 0.2 1.50
## Terni 334 0.0 0.0 1.48
## daily_growth three_day_rate total_cases per_capita
## Min. :0.00000 Min. :0.00000 Min. :334.0 Min. :1.480
## 1st Qu.:0.05076 1st Qu.:0.05086 1st Qu.:497.2 1st Qu.:1.486
## Median :0.10152 Median :0.10173 Median :660.5 Median :1.492
## Mean :0.10152 Mean :0.10173 Mean :660.5 Mean :1.492
## 3rd Qu.:0.15228 3rd Qu.:0.15259 3rd Qu.:823.8 3rd Qu.:1.498
## Max. :0.20305 Max. :0.20346 Max. :987.0 Max. :1.504
## [1] "2020-04-26"
## province total_cases daily_growth three_day_rate
## Valle d'Aosta / Vallée d'Aoste 1106 0.55 0.3
## per_capita
## 8.8
## daily_growth three_day_rate total_cases per_capita
## Min. :0.5455 Min. :0.3032 Min. :1106 Min. :8.801
## 1st Qu.:0.5455 1st Qu.:0.3032 1st Qu.:1106 1st Qu.:8.801
## Median :0.5455 Median :0.3032 Median :1106 Median :8.801
## Mean :0.5455 Mean :0.3032 Mean :1106 Mean :8.801
## 3rd Qu.:0.5455 3rd Qu.:0.3032 3rd Qu.:1106 3rd Qu.:8.801
## Max. :0.5455 Max. :0.3032 Max. :1106 Max. :8.801
## [1] "2020-04-26"
## province total_cases daily_growth three_day_rate per_capita
## Belluno 1050 0.29 2.08 5.17
## Padova 3818 0.42 0.43 4.07
## Rovigo 417 0.24 1.14 1.77
## Treviso 2453 0.57 0.80 2.76
## Venezia 2347 0.21 0.56 2.75
## Verona 4492 0.42 2.09 4.85
## Vicenza 2554 0.71 1.34 2.96
## daily_growth three_day_rate total_cases per_capita
## Min. :0.2135 Min. :0.4315 Min. : 417 Min. :1.775
## 1st Qu.:0.2635 1st Qu.:0.6805 1st Qu.:1698 1st Qu.:2.757
## Median :0.4208 Median :1.1448 Median :2453 Median :2.961
## Mean :0.4100 Mean :1.2070 Mean :2447 Mean :3.478
## 3rd Qu.:0.4994 3rd Qu.:1.7121 3rd Qu.:3186 3rd Qu.:4.460
## Max. :0.7098 Max. :2.0878 Max. :4492 Max. :5.174
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